kml_sparse_?csrmv
矩阵与向量乘积,矩阵是CSR格式的稀疏矩阵。
y = alpha * A * x + beta * y或y = alpha * AT * x + beta * y或y = alpha * AH * x + beta * y
其中,alpha和beta是缩放系数,x和y是向量,A是CSR格式的稀疏向量。
接口定义
C interface:
kml_sparse_status_t kml_sparse_scsrmv(const kml_sparse_operation_t opt, const KML_INT m, const KML_INT k, const float alpha, const char *matdescra, const float *val, const KML_INT *indx, const KML_INT *pntrb, const KML_INT *pntre, const float *x, const float beta, float *y);
kml_sparse_status_t kml_sparse_dcsrmv(const kml_sparse_operation_t opt, const KML_INT m, const KML_INT k, const double alpha, const char *matdescra, const double *val, const KML_INT *indx, const KML_INT *pntrb, const KML_INT *pntre, const double *x, const double beta, double *y);
kml_sparse_status_t kml_sparse_ccsrmv(const kml_sparse_operation_t opt, const KML_INT m, const KML_INT k, const KML_Complex8 alpha, const char *matdescra, const KML_Complex8 *val, const KML_INT *indx, const KML_INT *pntrb, const KML_INT *pntre, const KML_Complex8 *x, const KML_Complex8 beta, KML_Complex8 *y);
kml_sparse_status_t kml_sparse_zcsrmv(const kml_sparse_operation_t opt, const KML_INT m, const KML_INT k, const KML_Complex16 alpha, const char *matdescra, const KML_Complex16 *val, const KML_INT *indx, const KML_INT *pntrb, const KML_INT *pntre, const KML_Complex16 *x, const KML_Complex16 beta, KML_Complex16 *y);
Fortran interface:
RES = KML_SPARSE_SCSRMV(OPT, M, K, ALPHA, MATDESCRA, VAL, INDX, PNTRB, PNTRE, X, BETA, Y);
RES = KML_SPARSE_DCSRMV(OPT, M, K, ALPHA, MATDESCRA, VAL, INDX, PNTRB, PNTRE, X, BETA, Y);
RES = KML_SPARSE_CCSRMV(OPT, M, K, ALPHA, MATDESCRA, VAL, INDX, PNTRB, PNTRE, X, BETA, Y);
RES = KML_SPARSE_ZCSRMV(OPT, M, K, ALPHA, MATDESCRA, VAL, INDX, PNTRB, PNTRE, X, BETA, Y);
参数
参数名 |
类型 |
描述 |
输入/输出 |
---|---|---|---|
opt |
枚举类型kml_sparse_operation_t |
表示矩阵A的操作。
|
输入 |
m |
整型数 |
表示A矩阵的行数,取值范围为[1, MAX_KML_INT]。 |
输入 |
k |
整型数 |
表示A矩阵的列数,取值范围为[1, MAX_KML_INT]。 |
输入 |
alpha |
|
表示系数。 |
输入 |
matdescra |
char指针 |
矩阵的操作属性,具体参考matdescra说明。 |
输入 |
val |
|
A矩阵中的非零元素。 |
输入 |
indx |
整型数组 |
indx[i]表示val数组中第i个元素在矩阵A中的列序号。 |
输入 |
pntrb |
整型数组 |
长度为m的数组,包含矩阵A的行索引,pntrb[i] - pntrb[0]表示第i行第一个非零元素在val和indx数组内的下标。 |
输入 |
pntre |
整型数组 |
长度为m的数组,包含矩阵A的行索引,pntre[i] - pntrb[0]-1表示第i行最后一个非零元素在val和indx数组内的下标。 |
输入 |
x |
|
向量x。 |
输入 |
beta |
|
表示系数。 |
输入 |
y |
|
向量y,更新后输出。 |
输入/输出 |
函数内部不对参数做完整校验,接口调用者需保证pntrb和pntre内部元素不超出矩阵最大索引值。
返回值
函数执行状态,枚举类型kml_sparse_status_t。
依赖
C: "kspblas.h"
Fortran: "kspblas.f03"
示例
C interface:
kml_sparse_operation_t opt = KML_SPARSE_OPERATION_NON_TRANSPOSE; KML_INT m = 4; KML_INT k = 4; float alpha = 0.5; float beta = 1.2; char *matdescra = "G00F"; //一般矩阵,基1索引 float val[9] = {2, -3, 7, 1, -6, 8, -4, 5, 9}; KML_INT indx[9] = {1, 2, 4, 3, 4, 1, 3, 4, 1}; KML_INT pntrb[4] = {1, 4, 6, 9}; KML_INT pntre[4] = {4, 6, 9, 10}; float x[4] = {1, 3, -2, 5}; float y[4] = {-1, 1, 5, 3}; kml_sparse_status_t status = kml_sparse_scsrmv(opt, m, k, alpha, matdescra, val, indx, pntrb, pntre, x, beta, y); /* * Output Y: * 12.80 -14.80 26.50 8.10 * */
Fortran interface:
INTEGER(C_INT) :: OPT = KML_SPARSE_OPERATION_NON_TRANSPOSE INTEGER(C_INT) :: M = 4 INTEGER(C_INT) :: K = 4 REAL(C_FLOAT) :: ALPHA = 0.5 REAL(C_FLOAT) :: BETA = 1.2 CHARACTER(KIND=C_CHAR, LEN=4) :: MATDESCRA = "G00F" !一般矩阵,基1索引 REAL(C_FLOAT) :: VAL(9), X(4), Y(4) INTEGER(C_INT) INDX(9), PNTRB(4), PNTRE(4) INTEGER(C_INT) :: STATUS DATA INDX/1, 2, 4, 3, 4, 1, 3, 4, 1/ DATA PNTRB/1, 4, 6, 9/ DATA PNTRE/4, 6, 9, 10/ DATA VAL /2, -3, 7, 1, -6, 8, -4, 5, 9/ DATA X/1, 3, -2, 5/ DATA Y/-1, 1, 5, 3/ STATUS = KML_SPARSE_SCSRMV(OPT, M, K, ALPHA, MATDESCRA, VAL, INDX, PNTRB, PNTRE, X, BETA, Y) ! ! OUTPUT Y: ! 12.80 -14.80 26.50 8.10 !